Profiling Report

Dataset statistics

Number of variables	15
Number of observations	973
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	114.1 KiB
Average record size in memory	120.1 B

Variable types

Numeric	11
Categorical	4

Alerts

`BMI` is highly overall correlated with `Weight (kg)`	High correlation
`Calories_Burned` is highly overall correlated with `Experience_Level` and 2 other fields	High correlation
`Experience_Level` is highly overall correlated with `Calories_Burned` and 4 other fields	High correlation
`Fat_Percentage` is highly overall correlated with `Calories_Burned` and 3 other fields	High correlation
`Gender` is highly overall correlated with `Fat_Percentage` and 3 other fields	High correlation
`Height (m)` is highly overall correlated with `Gender`	High correlation
`Session_Duration (hours)` is highly overall correlated with `Calories_Burned` and 1 other fields	High correlation
`Water_Intake (liters)` is highly overall correlated with `Experience_Level` and 2 other fields	High correlation
`Weight (kg)` is highly overall correlated with `BMI` and 1 other fields	High correlation
`Workout_Frequency (days/week)` is highly overall correlated with `Experience_Level`	High correlation

Reproduction

Analysis started	2024-11-28 19:02:43.246865
Analysis finished	2024-11-28 19:02:59.669799
Duration	16.42 seconds
Software version	ydata-profiling vv4.12.0
Download configuration	config.json

Age
Real number (ℝ)

Distinct	42
Distinct (%)	4.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.683453

Minimum	18
Maximum	59
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 KiB

Quantile statistics

Minimum	18
5-th percentile	19
Q1	28
median	40
Q3	49
95-th percentile	57
Maximum	59
Range	41
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	12.180928
Coefficient of variation (CV)	0.31488729
Kurtosis	-1.2150761
Mean	38.683453
Median Absolute Deviation (MAD)	10
Skewness	-0.077863962
Sum	37639
Variance	148.375
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
43	34	3.5%
50	33	3.4%
52	32	3.3%
45	30	3.1%
54	30	3.1%
18	27	2.8%
42	27	2.8%
22	27	2.8%
56	27	2.8%
25	26	2.7%
Other values (32)	680	69.9%

Value	Count	Frequency (%)
18	27	2.8%
19	26	2.7%
20	25	2.6%
21	20	2.1%
22	27	2.8%
23	25	2.6%
24	15	1.5%
25	26	2.7%
26	21	2.2%
27	18	1.8%

Value	Count	Frequency (%)
59	19	2.0%
58	19	2.0%
57	23	2.4%
56	27	2.8%
55	18	1.8%
54	30	3.1%
53	23	2.4%
52	32	3.3%
51	19	2.0%
50	33	3.4%

Gender
Categorical

High correlation

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	7.7 KiB

Male	511
Female	462

Length

Max length	6
Median length	4
Mean length	4.9496403
Min length	4

Characters and Unicode

Total characters	4816
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Male
2nd row	Female
3rd row	Female
4th row	Male
5th row	Male

Common Values

Value	Count	Frequency (%)
Male	511	52.5%
Female	462	47.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	511	52.5%
female	462	47.5%

Most occurring characters

Value	Count	Frequency (%)
e	1435	29.8%
a	973	20.2%
l	973	20.2%
M	511	10.6%
F	462	9.6%
m	462	9.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4816	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	1435	29.8%
a	973	20.2%
l	973	20.2%
M	511	10.6%
F	462	9.6%
m	462	9.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4816	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	1435	29.8%
a	973	20.2%
l	973	20.2%
M	511	10.6%
F	462	9.6%
m	462	9.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4816	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	1435	29.8%
a	973	20.2%
l	973	20.2%
M	511	10.6%
F	462	9.6%
m	462	9.6%

Weight (kg)
Real number (ℝ)

High correlation

Distinct	532
Distinct (%)	54.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	73.854676

Minimum	40
Maximum	129.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 KiB

Quantile statistics

Minimum	40
5-th percentile	45.46
Q1	58.1
median	70
Q3	86
95-th percentile	118.16
Maximum	129.9
Range	89.9
Interquartile range (IQR)	27.9

Descriptive statistics

Standard deviation	21.2075
Coefficient of variation (CV)	0.28715176
Kurtosis	-0.023968988
Mean	73.854676
Median Absolute Deviation (MAD)	13.4
Skewness	0.772384
Sum	71860.6
Variance	449.75808
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
57.7	6	0.6%
75.6	6	0.6%
81.4	5	0.5%
64.5	5	0.5%
102.6	5	0.5%
50.3	5	0.5%
71.2	5	0.5%
64.3	5	0.5%
59	5	0.5%
65.2	5	0.5%
Other values (522)	921	94.7%

Value	Count	Frequency (%)
40	2	0.2%
40.3	1	0.1%
40.4	2	0.2%
40.5	2	0.2%
40.6	1	0.1%
40.9	1	0.1%
41.1	1	0.1%
41.2	2	0.2%
41.6	1	0.1%
41.9	1	0.1%

Value	Count	Frequency (%)
129.9	1	0.1%
129.5	1	0.1%
129.2	1	0.1%
129	1	0.1%
128.4	3	0.3%
128.2	1	0.1%
127.9	1	0.1%
127.8	1	0.1%
127.7	1	0.1%
127.6	1	0.1%

Height (m)
Real number (ℝ)

High correlation

Distinct	51
Distinct (%)	5.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7225797

Minimum	1.5
Maximum	2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 KiB

Quantile statistics

Minimum	1.5
5-th percentile	1.53
Q1	1.62
median	1.71
Q3	1.8
95-th percentile	1.954
Maximum	2
Range	0.5
Interquartile range (IQR)	0.18

Descriptive statistics

Standard deviation	0.12771989
Coefficient of variation (CV)	0.074144551
Kurtosis	-0.72363267
Mean	1.7225797
Median Absolute Deviation (MAD)	0.09
Skewness	0.33885837
Sum	1676.07
Variance	0.016312371
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.62	44	4.5%
1.76	37	3.8%
1.77	37	3.8%
1.61	36	3.7%
1.79	32	3.3%
1.68	31	3.2%
1.71	30	3.1%
1.63	29	3.0%
1.72	28	2.9%
1.6	27	2.8%
Other values (41)	642	66.0%

Value	Count	Frequency (%)
1.5	11	1.1%
1.51	11	1.1%
1.52	22	2.3%
1.53	14	1.4%
1.54	12	1.2%
1.55	20	2.1%
1.56	14	1.4%
1.57	18	1.8%
1.58	20	2.1%
1.59	15	1.5%

Value	Count	Frequency (%)
2	9	0.9%
1.99	15	1.5%
1.98	9	0.9%
1.97	7	0.7%
1.96	9	0.9%
1.95	14	1.4%
1.94	12	1.2%
1.93	14	1.4%
1.92	15	1.5%
1.91	10	1.0%

Max_BPM
Real number (ℝ)

Distinct	40
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	179.88386

Minimum	160
Maximum	199
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 KiB

Quantile statistics

Minimum	160
5-th percentile	162
Q1	170
median	180
Q3	190
95-th percentile	198
Maximum	199
Range	39
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	11.525686
Coefficient of variation (CV)	0.064072928
Kurtosis	-1.1879155
Mean	179.88386
Median Absolute Deviation (MAD)	10
Skewness	-0.037950486
Sum	175027
Variance	132.84144
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
198	34	3.5%
188	31	3.2%
177	31	3.2%
161	30	3.1%
185	29	3.0%
192	28	2.9%
182	28	2.9%
184	28	2.9%
164	28	2.9%
187	28	2.9%
Other values (30)	678	69.7%

Value	Count	Frequency (%)
160	18	1.8%
161	30	3.1%
162	25	2.6%
163	17	1.7%
164	28	2.9%
165	21	2.2%
166	22	2.3%
167	21	2.2%
168	27	2.8%
169	20	2.1%

Value	Count	Frequency (%)
199	26	2.7%
198	34	3.5%
197	17	1.7%
196	26	2.7%
195	23	2.4%
194	27	2.8%
193	22	2.3%
192	28	2.9%
191	22	2.3%
190	21	2.2%

Avg_BPM
Real number (ℝ)

Distinct	50
Distinct (%)	5.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	143.7667

Minimum	120
Maximum	169
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 KiB

Quantile statistics

Minimum	120
5-th percentile	122
Q1	131
median	143
Q3	156
95-th percentile	167
Maximum	169
Range	49
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	14.345101
Coefficient of variation (CV)	0.099780417
Kurtosis	-1.1987236
Mean	143.7667
Median Absolute Deviation (MAD)	12
Skewness	0.086360959
Sum	139885
Variance	205.78194
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
132	27	2.8%
130	26	2.7%
129	25	2.6%
139	25	2.6%
136	24	2.5%
135	24	2.5%
161	24	2.5%
158	24	2.5%
120	23	2.4%
131	23	2.4%
Other values (40)	728	74.8%

Value	Count	Frequency (%)
120	23	2.4%
121	23	2.4%
122	16	1.6%
123	17	1.7%
124	12	1.2%
125	21	2.2%
126	18	1.8%
127	21	2.2%
128	22	2.3%
129	25	2.6%

Value	Count	Frequency (%)
169	13	1.3%
168	22	2.3%
167	22	2.3%
166	19	2.0%
165	19	2.0%
164	10	1.0%
163	14	1.4%
162	19	2.0%
161	24	2.5%
160	21	2.2%

Resting_BPM
Real number (ℝ)

Distinct	25
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62.223022

Minimum	50
Maximum	74
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 KiB

Quantile statistics

Minimum	50
5-th percentile	50
Q1	56
median	62
Q3	68
95-th percentile	73
Maximum	74
Range	24
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	7.3270599
Coefficient of variation (CV)	0.11775481
Kurtosis	-1.1814657
Mean	62.223022
Median Absolute Deviation (MAD)	6
Skewness	-0.071635902
Sum	60543
Variance	53.685807
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
50	59	6.1%
58	48	4.9%
66	48	4.9%
73	46	4.7%
74	45	4.6%
67	44	4.5%
65	43	4.4%
62	41	4.2%
68	40	4.1%
64	39	4.0%
Other values (15)	520	53.4%

Value	Count	Frequency (%)
50	59	6.1%
51	25	2.6%
52	37	3.8%
53	39	4.0%
54	37	3.8%
55	33	3.4%
56	34	3.5%
57	24	2.5%
58	48	4.9%
59	37	3.8%

Value	Count	Frequency (%)
74	45	4.6%
73	46	4.7%
72	39	4.0%
71	37	3.8%
70	33	3.4%
69	37	3.8%
68	40	4.1%
67	44	4.5%
66	48	4.9%
65	43	4.4%

Session_Duration (hours)
Real number (ℝ)

High correlation

Distinct	147
Distinct (%)	15.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2564234

Minimum	0.5
Maximum	2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 KiB

Quantile statistics

Minimum	0.5
5-th percentile	0.66
Q1	1.04
median	1.26
Q3	1.46
95-th percentile	1.87
Maximum	2
Range	1.5
Interquartile range (IQR)	0.42

Descriptive statistics

Standard deviation	0.34303348
Coefficient of variation (CV)	0.27302378
Kurtosis	-0.35080519
Mean	1.2564234
Median Absolute Deviation (MAD)	0.2
Skewness	0.025761027
Sum	1222.5
Variance	0.11767197
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.13	20	2.1%
1.37	20	2.1%
1.03	20	2.1%
1.08	19	2.0%
1.42	18	1.8%
1.38	18	1.8%
1.29	17	1.7%
1.36	17	1.7%
1.14	16	1.6%
1.41	15	1.5%
Other values (137)	793	81.5%

Value	Count	Frequency (%)
0.5	1	0.1%
0.51	5	0.5%
0.52	3	0.3%
0.53	2	0.2%
0.54	5	0.5%
0.55	4	0.4%
0.56	3	0.3%
0.57	3	0.3%
0.58	3	0.3%
0.59	2	0.2%

Value	Count	Frequency (%)
2	1	0.1%
1.99	5	0.5%
1.98	6	0.6%
1.97	6	0.6%
1.96	2	0.2%
1.95	2	0.2%
1.94	3	0.3%
1.93	6	0.6%
1.91	3	0.3%
1.9	5	0.5%

Calories_Burned
Real number (ℝ)

High correlation

Distinct	621
Distinct (%)	63.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	905.4224

Minimum	303
Maximum	1783
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 KiB

Quantile statistics

Minimum	303
5-th percentile	448
Q1	720
median	893
Q3	1076
95-th percentile	1378
Maximum	1783
Range	1480
Interquartile range (IQR)	356

Descriptive statistics

Standard deviation	272.64152
Coefficient of variation (CV)	0.3011208
Kurtosis	-0.056049954
Mean	905.4224
Median Absolute Deviation (MAD)	178
Skewness	0.2783211
Sum	880976
Variance	74333.396
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
883	6	0.6%
1025	6	0.6%
832	5	0.5%
875	5	0.5%
711	4	0.4%
886	4	0.4%
927	4	0.4%
796	4	0.4%
742	4	0.4%
937	4	0.4%
Other values (611)	927	95.3%

Value	Count	Frequency (%)
303	1	0.1%
319	1	0.1%
330	1	0.1%
331	1	0.1%
333	1	0.1%
350	1	0.1%
353	1	0.1%
354	2	0.2%
362	1	0.1%
363	1	0.1%

Value	Count	Frequency (%)
1783	1	0.1%
1766	1	0.1%
1725	1	0.1%
1701	1	0.1%
1688	1	0.1%
1675	1	0.1%
1646	1	0.1%
1634	1	0.1%
1625	1	0.1%
1622	1	0.1%

Workout_Type
Categorical

Distinct	4
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	7.7 KiB

Strength	258
Cardio	255
Yoga	239
HIIT	221

Length

Max length	8
Median length	6
Mean length	5.5847893
Min length	4

Characters and Unicode

Total characters	5434
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Yoga
2nd row	HIIT
3rd row	Cardio
4th row	Strength
5th row	Strength

Common Values

Value	Count	Frequency (%)
Strength	258	26.5%
Cardio	255	26.2%
Yoga	239	24.6%
HIIT	221	22.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
strength	258	26.5%
cardio	255	26.2%
yoga	239	24.6%
hiit	221	22.7%

Most occurring characters

Value	Count	Frequency (%)
t	516	9.5%
r	513	9.4%
g	497	9.1%
a	494	9.1%
o	494	9.1%
I	442	8.1%
e	258	4.7%
S	258	4.7%
n	258	4.7%
h	258	4.7%
Other values (6)	1446	26.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5434	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	516	9.5%
r	513	9.4%
g	497	9.1%
a	494	9.1%
o	494	9.1%
I	442	8.1%
e	258	4.7%
S	258	4.7%
n	258	4.7%
h	258	4.7%
Other values (6)	1446	26.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5434	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	516	9.5%
r	513	9.4%
g	497	9.1%
a	494	9.1%
o	494	9.1%
I	442	8.1%
e	258	4.7%
S	258	4.7%
n	258	4.7%
h	258	4.7%
Other values (6)	1446	26.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5434	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	516	9.5%
r	513	9.4%
g	497	9.1%
a	494	9.1%
o	494	9.1%
I	442	8.1%
e	258	4.7%
S	258	4.7%
n	258	4.7%
h	258	4.7%
Other values (6)	1446	26.6%

Fat_Percentage
Real number (ℝ)

High correlation

Distinct	239
Distinct (%)	24.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.976773

Minimum	10
Maximum	35
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 KiB

Quantile statistics

Minimum	10
5-th percentile	12.32
Q1	21.3
median	26.2
Q3	29.3
95-th percentile	33.74
Maximum	35
Range	25
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	6.2594188
Coefficient of variation (CV)	0.25060959
Kurtosis	-0.33901946
Mean	24.976773
Median Absolute Deviation (MAD)	3.7
Skewness	-0.63522468
Sum	24302.4
Variance	39.180324
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28.1	14	1.4%
27.3	13	1.3%
21.3	11	1.1%
29.8	11	1.1%
25.7	11	1.1%
27.6	11	1.1%
28.2	11	1.1%
28.4	11	1.1%
25.3	11	1.1%
29	11	1.1%
Other values (229)	858	88.2%

Value	Count	Frequency (%)
10	1	0.1%
10.1	3	0.3%
10.2	3	0.3%
10.3	2	0.2%
10.4	1	0.1%
10.5	3	0.3%
10.6	2	0.2%
10.7	4	0.4%
10.9	1	0.1%
11	3	0.3%

Value	Count	Frequency (%)
35	2	0.2%
34.9	6	0.6%
34.8	4	0.4%
34.7	5	0.5%
34.6	3	0.3%
34.5	3	0.3%
34.4	3	0.3%
34.3	6	0.6%
34.2	2	0.2%
34.1	5	0.5%

Water_Intake (liters)
Real number (ℝ)

High correlation

Distinct	23
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.6266187

Minimum	1.5
Maximum	3.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 KiB

Quantile statistics

Minimum	1.5
5-th percentile	1.7
Q1	2.2
median	2.6
Q3	3.1
95-th percentile	3.5
Maximum	3.7
Range	2.2
Interquartile range (IQR)	0.9

Descriptive statistics

Standard deviation	0.60017194
Coefficient of variation (CV)	0.22849603
Kurtosis	-1.0202979
Mean	2.6266187
Median Absolute Deviation (MAD)	0.5
Skewness	0.071479902
Sum	2555.7
Variance	0.36020635
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
3.5	124	12.7%
2.7	123	12.6%
2.3	59	6.1%
2.1	57	5.9%
2.4	55	5.7%
2.6	50	5.1%
2.2	49	5.0%
2	46	4.7%
2.5	45	4.6%
3.4	39	4.0%
Other values (13)	326	33.5%

Value	Count	Frequency (%)
1.5	20	2.1%
1.6	26	2.7%
1.7	27	2.8%
1.8	34	3.5%
1.9	31	3.2%
2	46	4.7%
2.1	57	5.9%
2.2	49	5.0%
2.3	59	6.1%
2.4	55	5.7%

Value	Count	Frequency (%)
3.7	14	1.4%
3.6	18	1.8%
3.5	124	12.7%
3.4	39	4.0%
3.3	22	2.3%
3.2	22	2.3%
3.1	29	3.0%
3	22	2.3%
2.9	34	3.5%
2.8	27	2.8%

Workout_Frequency (days/week)
Categorical

High correlation

Distinct	4
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	7.7 KiB

3	368
4	306
2	197
5	102

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	973
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	4
3rd row	4
4th row	3
5th row	3

Common Values

Value	Count	Frequency (%)
3	368	37.8%
4	306	31.4%
2	197	20.2%
5	102	10.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	368	37.8%
4	306	31.4%
2	197	20.2%
5	102	10.5%

Most occurring characters

Value	Count	Frequency (%)
3	368	37.8%
4	306	31.4%
2	197	20.2%
5	102	10.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	973	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	368	37.8%
4	306	31.4%
2	197	20.2%
5	102	10.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	973	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	368	37.8%
4	306	31.4%
2	197	20.2%
5	102	10.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	973	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	368	37.8%
4	306	31.4%
2	197	20.2%
5	102	10.5%

Experience_Level
Categorical

High correlation

Distinct	3
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	7.7 KiB

2	406
1	376
3	191

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	973
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	2
3rd row	2
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
2	406	41.7%
1	376	38.6%
3	191	19.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	406	41.7%
1	376	38.6%
3	191	19.6%

Most occurring characters

Value	Count	Frequency (%)
2	406	41.7%
1	376	38.6%
3	191	19.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	973	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	406	41.7%
1	376	38.6%
3	191	19.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	973	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	406	41.7%
1	376	38.6%
3	191	19.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	973	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	406	41.7%
1	376	38.6%
3	191	19.6%

BMI
Real number (ℝ)

High correlation

Distinct	771
Distinct (%)	79.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.912127

Minimum	12.32
Maximum	49.84
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.7 KiB

Quantile statistics

Minimum	12.32
5-th percentile	15.448
Q1	20.11
median	24.16
Q3	28.56
95-th percentile	37.542
Maximum	49.84
Range	37.52
Interquartile range (IQR)	8.45

Descriptive statistics

Standard deviation	6.6608794
Coefficient of variation (CV)	0.26737497
Kurtosis	0.74324036
Mean	24.912127
Median Absolute Deviation (MAD)	4.27
Skewness	0.76364786
Sum	24239.5
Variance	44.367314
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23.53	5	0.5%
22.48	4	0.4%
23.79	4	0.4%
24.31	4	0.4%
26.47	4	0.4%
23.88	4	0.4%
21.16	4	0.4%
21.87	3	0.3%
22.44	3	0.3%
34.06	3	0.3%
Other values (761)	935	96.1%

Value	Count	Frequency (%)
12.32	1	0.1%
12.47	1	0.1%
12.67	1	0.1%
12.73	1	0.1%
12.85	1	0.1%
12.91	1	0.1%
12.97	1	0.1%
13.03	1	0.1%
13.23	1	0.1%
13.36	1	0.1%

Value	Count	Frequency (%)
49.84	1	0.1%
48.43	1	0.1%
47.72	1	0.1%
46.98	1	0.1%
46.94	1	0.1%
46.9	1	0.1%
45.49	1	0.1%
45.43	1	0.1%
45.14	2	0.2%
44.84	1	0.1%

	Age	Avg_BPM	BMI	Calories_Burned	Experience_Level	Fat_Percentage	Gender	Height (m)	Max_BPM	Resting_BPM	Session_Duration (hours)	Water_Intake (liters)	Weight (kg)	Workout_Frequency (days/week)	Workout_Type
Age	1.000	0.036	-0.018	-0.153	0.000	-0.009	0.068	-0.019	-0.016	0.005	-0.019	0.043	-0.032	0.000	0.000
Avg_BPM	0.036	1.000	-0.003	0.337	0.023	0.002	0.000	-0.008	-0.038	0.060	0.020	-0.006	0.003	0.036	0.014
BMI	-0.018	-0.003	1.000	0.073	0.166	-0.135	0.374	-0.170	0.076	-0.038	0.021	0.206	0.835	0.098	0.000
Calories_Burned	-0.153	0.337	0.073	1.000	0.606	-0.506	0.149	0.075	-0.008	-0.003	0.903	0.346	0.132	0.388	0.056
Experience_Level	0.000	0.023	0.166	0.606	1.000	0.695	0.000	0.048	0.000	0.000	0.771	0.515	0.351	0.721	0.000
Fat_Percentage	-0.009	0.002	-0.135	-0.506	0.695	1.000	0.761	-0.250	-0.011	-0.005	-0.481	-0.581	-0.277	0.432	0.000
Gender	0.068	0.000	0.374	0.149	0.000	0.761	1.000	0.625	0.000	0.015	0.000	0.712	0.637	0.000	0.000
Height (m)	-0.019	-0.008	-0.170	0.075	0.048	-0.250	0.625	1.000	-0.017	-0.001	-0.006	0.384	0.364	0.043	0.000
Max_BPM	-0.016	-0.038	0.076	-0.008	0.000	-0.011	0.000	-0.017	1.000	0.037	0.003	0.030	0.055	0.046	0.000
Resting_BPM	0.005	0.060	-0.038	-0.003	0.000	-0.005	0.015	-0.001	0.037	1.000	-0.022	0.008	-0.035	0.000	0.000
Session_Duration (hours)	-0.019	0.020	0.021	0.903	0.771	-0.481	0.000	-0.006	0.003	-0.022	1.000	0.285	0.037	0.475	0.032
Water_Intake (liters)	0.043	-0.006	0.206	0.346	0.515	-0.581	0.712	0.384	0.030	0.008	0.285	1.000	0.411	0.313	0.000
Weight (kg)	-0.032	0.003	0.835	0.132	0.351	-0.277	0.637	0.364	0.055	-0.035	0.037	0.411	1.000	0.220	0.000
Workout_Frequency (days/week)	0.000	0.036	0.098	0.388	0.721	0.432	0.000	0.043	0.046	0.000	0.475	0.313	0.220	1.000	0.000
Workout_Type	0.000	0.014	0.000	0.056	0.000	0.000	0.000	0.000	0.000	0.000	0.032	0.000	0.000	0.000	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Age	Gender	Weight (kg)	Height (m)	Max_BPM	Avg_BPM	Resting_BPM	Session_Duration (hours)	Calories_Burned	Workout_Type	Fat_Percentage	Water_Intake (liters)	Workout_Frequency (days/week)	Experience_Level	BMI
0	56	Male	88.3	1.71	180	157	60	1.69	1313.0	Yoga	12.6	3.5	4	3	30.20
1	46	Female	74.9	1.53	179	151	66	1.30	883.0	HIIT	33.9	2.1	4	2	32.00
2	32	Female	68.1	1.66	167	122	54	1.11	677.0	Cardio	33.4	2.3	4	2	24.71
3	25	Male	53.2	1.70	190	164	56	0.59	532.0	Strength	28.8	2.1	3	1	18.41
4	38	Male	46.1	1.79	188	158	68	0.64	556.0	Strength	29.2	2.8	3	1	14.39
5	56	Female	58.0	1.68	168	156	74	1.59	1116.0	HIIT	15.5	2.7	5	3	20.55
6	36	Male	70.3	1.72	174	169	73	1.49	1385.0	Cardio	21.3	2.3	3	2	23.76
7	40	Female	69.7	1.51	189	141	64	1.27	895.0	Cardio	30.6	1.9	3	2	30.57
8	28	Male	121.7	1.94	185	127	52	1.03	719.0	Strength	28.9	2.6	4	2	32.34
9	28	Male	101.8	1.84	169	136	64	1.08	808.0	Cardio	29.7	2.7	3	1	30.07

	Age	Gender	Weight (kg)	Height (m)	Max_BPM	Avg_BPM	Resting_BPM	Session_Duration (hours)	Calories_Burned	Workout_Type	Fat_Percentage	Water_Intake (liters)	Workout_Frequency (days/week)	Experience_Level	BMI
963	57	Female	43.8	1.75	180	160	73	1.39	1001.0	Cardio	25.1	1.7	2	1	14.30
964	56	Female	64.2	1.69	190	137	61	1.99	1227.0	Cardio	19.6	2.7	5	3	22.48
965	23	Female	44.1	1.62	196	122	58	0.58	354.0	Yoga	25.7	2.7	2	1	16.80
966	23	Male	87.3	1.91	164	129	58	1.87	1327.0	HIIT	11.8	3.5	5	3	23.93
967	20	Male	55.0	1.60	172	168	67	1.12	1035.0	Yoga	24.0	3.2	4	2	21.48
968	24	Male	87.1	1.74	187	158	67	1.57	1364.0	Strength	10.0	3.5	4	3	28.77
969	25	Male	66.6	1.61	184	166	56	1.38	1260.0	Strength	25.0	3.0	2	1	25.69
970	59	Female	60.4	1.76	194	120	53	1.72	929.0	Cardio	18.8	2.7	5	3	19.50
971	32	Male	126.4	1.83	198	146	62	1.10	883.0	HIIT	28.2	2.1	3	2	37.74
972	46	Male	88.7	1.63	166	146	66	0.75	542.0	Strength	28.8	3.5	2	1	33.38

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample